from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.870 | 0.018 | 0.0 | 0.017 | -1 | 1 | 0.663 | 1.826 | 0.036 | 9.237 | 0.185 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.870 | 0.018 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.024 | 0.004 | 717.507 | 127.879 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.006 | 0.0 | 0.313 | -1 | 1 | 1.000 | 1.826 | 0.036 | 0.171 | 0.005 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.006 | 0.0 | 0.313 | -1 | 1 | 1.000 | 0.024 | 0.004 | 13.314 | 2.387 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.947 | 0.022 | 0.0 | 0.017 | -1 | 5 | 0.757 | 2.793 | 0.086 | 6.067 | 0.186 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.947 | 0.022 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.024 | 0.003 | 698.855 | 78.883 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.280 | 0.008 | 0.0 | 0.280 | -1 | 5 | 1.000 | 2.793 | 0.086 | 0.100 | 0.004 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.280 | 0.008 | 0.0 | 0.280 | -1 | 5 | 1.000 | 0.024 | 0.003 | 11.546 | 1.348 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.111 | 0.020 | 0.0 | 0.015 | 1 | 100 | 0.882 | 1.855 | 0.003 | 8.147 | 0.016 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.111 | 0.020 | 0.0 | 0.015 | 1 | 100 | 0.882 | 0.019 | 0.000 | 795.600 | 4.333 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.270 | 0.005 | 0.0 | 0.270 | 1 | 100 | 1.000 | 1.855 | 0.003 | 0.146 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.270 | 0.005 | 0.0 | 0.270 | 1 | 100 | 1.000 | 0.019 | 0.000 | 14.231 | 0.278 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.088 | 0.114 | 0.0 | 0.015 | -1 | 100 | 0.882 | 2.675 | 0.053 | 5.641 | 0.120 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.088 | 0.114 | 0.0 | 0.015 | -1 | 100 | 0.882 | 0.024 | 0.002 | 628.964 | 49.290 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.277 | 0.007 | 0.0 | 0.277 | -1 | 100 | 1.000 | 2.675 | 0.053 | 0.103 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.277 | 0.007 | 0.0 | 0.277 | -1 | 100 | 1.000 | 0.024 | 0.002 | 11.532 | 0.949 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.079 | 0.024 | 0.0 | 0.015 | 1 | 5 | 0.757 | 1.846 | 0.004 | 8.167 | 0.021 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.079 | 0.024 | 0.0 | 0.015 | 1 | 5 | 0.757 | 0.019 | 0.000 | 795.407 | 5.656 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.273 | 0.008 | 0.0 | 0.273 | 1 | 5 | 1.000 | 1.846 | 0.004 | 0.148 | 0.004 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.273 | 0.008 | 0.0 | 0.273 | 1 | 5 | 1.000 | 0.019 | 0.000 | 14.391 | 0.442 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.346 | 0.006 | 0.0 | 0.015 | 1 | 1 | 0.663 | 1.072 | 0.016 | 14.316 | 0.214 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 15.346 | 0.006 | 0.0 | 0.015 | 1 | 1 | 0.663 | 0.018 | 0.000 | 847.045 | 22.362 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.281 | 0.005 | 0.0 | 0.281 | 1 | 1 | 1.000 | 1.072 | 0.016 | 0.262 | 0.006 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.281 | 0.005 | 0.0 | 0.281 | 1 | 1 | 1.000 | 0.018 | 0.000 | 15.501 | 0.498 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.264 | 0.006 | 0.0 | 0.003 | -1 | 1 | 0.896 | 1.614 | 0.031 | 2.023 | 0.039 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.264 | 0.006 | 0.0 | 0.003 | -1 | 1 | 0.896 | 0.007 | 0.006 | 439.255 | 330.086 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 1 | 1.000 | 1.614 | 0.031 | 0.148 | 0.004 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 1 | 1.000 | 0.007 | 0.006 | 32.121 | 24.144 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.596 | 0.006 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.533 | 0.081 | 1.420 | 0.045 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.596 | 0.006 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.009 | 0.003 | 409.400 | 116.938 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 5 | 1.000 | 2.533 | 0.081 | 0.094 | 0.003 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 5 | 1.000 | 0.009 | 0.003 | 27.178 | 7.778 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.651 | 0.013 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.885 | 0.010 | 1.937 | 0.012 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.651 | 0.013 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1317.016 | 81.969 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 100 | 1.000 | 1.885 | 0.010 | 0.127 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 100 | 1.000 | 0.003 | 0.000 | 86.071 | 5.546 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.640 | 0.006 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.554 | 0.026 | 1.425 | 0.015 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.640 | 0.006 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.011 | 0.006 | 326.601 | 171.439 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 100 | 1.000 | 2.554 | 0.026 | 0.094 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | -1 | 100 | 1.000 | 0.011 | 0.006 | 21.462 | 11.271 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.596 | 0.006 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.871 | 0.004 | 1.922 | 0.005 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.596 | 0.006 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1291.593 | 89.788 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 5 | 1.000 | 1.871 | 0.004 | 0.128 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.004 | 0.0 | 0.239 | 1 | 5 | 1.000 | 0.003 | 0.000 | 85.751 | 6.128 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.654 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.983 | 0.006 | 3.718 | 0.024 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.654 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2181.815 | 214.882 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.005 | 0.0 | 0.237 | 1 | 1 | 1.000 | 0.983 | 0.006 | 0.241 | 0.005 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.005 | 0.0 | 0.237 | 1 | 1 | 1.000 | 0.002 | 0.000 | 141.646 | 14.203 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.150 | 0.000 | 0.0 | 0.115 | -1 | 1 | 0.929 | 0.432 | 0.002 | 266.805 | 1.365 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.150 | 0.000 | 0.0 | 0.115 | -1 | 1 | 0.929 | 0.003 | 0.001 | 42133.544 | 8153.326 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.557 | 0.070 | 0.0 | 2.557 | -1 | 1 | 1.000 | 0.432 | 0.002 | 5.924 | 0.166 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.557 | 0.070 | 0.0 | 2.557 | -1 | 1 | 1.000 | 0.003 | 0.001 | 935.588 | 182.870 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.007 | 0.000 | 0.0 | 0.119 | -1 | 5 | 0.946 | 0.857 | 0.008 | 138.832 | 1.271 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.007 | 0.000 | 0.0 | 0.119 | -1 | 5 | 0.946 | 0.003 | 0.000 | 35787.746 | 4756.210 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.568 | 0.092 | 0.0 | 2.568 | -1 | 5 | 1.000 | 0.857 | 0.008 | 2.995 | 0.110 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.568 | 0.092 | 0.0 | 2.568 | -1 | 5 | 1.000 | 0.003 | 0.000 | 772.150 | 106.247 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.545 | 0.000 | 0.0 | 0.123 | 1 | 100 | 0.951 | 4.883 | 0.016 | 25.098 | 0.085 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.545 | 0.000 | 0.0 | 0.123 | 1 | 100 | 0.951 | 0.004 | 0.000 | 33379.481 | 3794.500 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.554 | 0.052 | 0.0 | 2.554 | 1 | 100 | 1.000 | 4.883 | 0.016 | 0.523 | 0.011 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.554 | 0.052 | 0.0 | 2.554 | 1 | 100 | 1.000 | 0.004 | 0.000 | 695.643 | 80.351 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.302 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.951 | 2.900 | 0.031 | 44.584 | 0.477 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.302 | 0.000 | 0.0 | 0.129 | -1 | 100 | 0.951 | 0.005 | 0.001 | 24043.658 | 5318.609 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.567 | 0.100 | 0.0 | 2.567 | -1 | 100 | 1.000 | 2.900 | 0.031 | 0.885 | 0.036 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.567 | 0.100 | 0.0 | 2.567 | -1 | 100 | 1.000 | 0.005 | 0.001 | 477.366 | 107.229 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.416 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 1.459 | 0.005 | 93.491 | 0.331 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.416 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 0.001 | 0.000 | 93484.446 | 21364.237 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.559 | 0.062 | 0.0 | 2.559 | 1 | 5 | 1.000 | 1.459 | 0.005 | 1.754 | 0.043 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.559 | 0.062 | 0.0 | 2.559 | 1 | 5 | 1.000 | 0.001 | 0.000 | 1753.833 | 403.060 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 134.368 | 0.000 | 0.0 | 0.134 | 1 | 1 | 0.929 | 0.784 | 0.004 | 171.403 | 0.772 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 134.368 | 0.000 | 0.0 | 0.134 | 1 | 1 | 0.929 | 0.001 | 0.000 | 139792.483 | 29515.727 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.587 | 0.121 | 0.0 | 2.587 | 1 | 1 | 1.000 | 0.784 | 0.004 | 3.300 | 0.156 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.587 | 0.121 | 0.0 | 2.587 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2691.725 | 582.185 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.021 | 0.001 | 1.798 | 0.110 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.000 | 15.504 | 2.297 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.021 | 0.001 | 0.244 | 0.016 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.108 | 0.315 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.033 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.022 | 0.001 | 1.554 | 0.066 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.033 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 16.752 | 2.424 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.001 | 0.212 | 0.011 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.286 | 0.338 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.052 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.030 | 0.000 | 1.762 | 0.010 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.052 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 87.525 | 18.379 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.030 | 0.000 | 0.157 | 0.006 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 7.805 | 1.669 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.053 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.037 | 0.007 | 1.428 | 0.268 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.053 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 27.305 | 6.922 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.037 | 0.007 | 0.125 | 0.024 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.382 | 0.607 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.021 | 0.001 | 1.795 | 0.072 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 66.203 | 13.686 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.001 | 0.242 | 0.011 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.941 | 1.860 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.019 | 0.000 | 1.947 | 0.017 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 65.322 | 13.836 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.262 | 0.006 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.796 | 1.873 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.447 | 0.017 | 300 | 0.002 | 0.00 | 0.824 | 0.108 | 0.0 | 4.123 | 0.157 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.447 | 0.017 | 300 | 0.002 | 0.00 | 0.824 | 0.017 | 0.0 | 26.761 | 1.145 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.370 | 0.015 | 300 | 0.000 | 0.37 | 1.000 | 0.108 | 0.0 | 3.412 | 0.135 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.370 | 0.015 | 300 | 0.000 | 0.37 | 1.000 | 0.017 | 0.0 | 22.143 | 0.979 | See | See |